Lookalike ranks creators by comparing the seed handle’s audience and content signals - audience demographics, engagement patterns, themes, hashtags and growth - against our index. Semantic similarity, audience overlap and engagement metrics combine into a ranked list of creators with comparable audiences, themes and performance.